{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "02077f38",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>序号</th>\n",
       "      <th>商品</th>\n",
       "      <th>销售增长率</th>\n",
       "      <th>市场占有率</th>\n",
       "      <th>渠道成熟度</th>\n",
       "      <th>用户好评率</th>\n",
       "      <th>品类</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1</td>\n",
       "      <td>黑枸杞粉</td>\n",
       "      <td>7.0</td>\n",
       "      <td>3.2</td>\n",
       "      <td>4.7</td>\n",
       "      <td>1.4</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2</td>\n",
       "      <td>舒缓眼膜</td>\n",
       "      <td>6.3</td>\n",
       "      <td>3.3</td>\n",
       "      <td>4.7</td>\n",
       "      <td>1.6</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>3</td>\n",
       "      <td>玫瑰香皂</td>\n",
       "      <td>6.5</td>\n",
       "      <td>2.8</td>\n",
       "      <td>4.6</td>\n",
       "      <td>1.5</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>4</td>\n",
       "      <td>原汁葡萄汁1升</td>\n",
       "      <td>5.0</td>\n",
       "      <td>3.4</td>\n",
       "      <td>1.5</td>\n",
       "      <td>0.2</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>5</td>\n",
       "      <td>薰衣草香皂</td>\n",
       "      <td>5.2</td>\n",
       "      <td>2.7</td>\n",
       "      <td>3.9</td>\n",
       "      <td>1.4</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   序号       商品  销售增长率  市场占有率  渠道成熟度  用户好评率  品类\n",
       "0   1     黑枸杞粉    7.0    3.2    4.7    1.4   2\n",
       "1   2     舒缓眼膜    6.3    3.3    4.7    1.6   2\n",
       "2   3     玫瑰香皂    6.5    2.8    4.6    1.5   2\n",
       "3   4  原汁葡萄汁1升    5.0    3.4    1.5    0.2   1\n",
       "4   5    薰衣草香皂    5.2    2.7    3.9    1.4   2"
      ]
     },
     "execution_count": 1,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 导入Pandas数据处理库\n",
    "import pandas as pd\n",
    "\n",
    "# 导入品类降维数据集\n",
    "data = pd.read_csv('品类降维.csv')\n",
    "data.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "45423623",
   "metadata": {},
   "outputs": [],
   "source": [
    "# 导入SKLearn中的PCA工具\n",
    "from sklearn.decomposition import PCA\n",
    "\n",
    "# 指定需要进行降维的特征\n",
    "features = data[['销售增长率', '市场占有率', \n",
    "                 '渠道成熟度', '用户好评度']]\n",
    "\n",
    "# 用PCA算法进行降维，并指定最终维度为2，便于可视化\n",
    "pca = PCA(n_components=2)\n",
    "reduced_data = pca.fit_transform(features)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "67807418",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1200x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 导入Matplotlib中的绘图工具pyplot\n",
    "import matplotlib.pyplot as plt\n",
    "# 设置字体为SimHei，以正常显示中文标签\n",
    "plt.rcParams[\"font.family\"]=['SimHei'] \n",
    "plt.rcParams['font.sans-serif']=['SimHei'] \n",
    "# 用来正常显示负号\n",
    "plt.rcParams['axes.unicode_minus'] = False\n",
    "\n",
    "# 创建一个新的图形，设置大小为12x8\n",
    "plt.figure(figsize=(12, 8))\n",
    "\n",
    "# 在图上绘制降维后的数据点\n",
    "plt.scatter(reduced_data[:, 0], \n",
    "            reduced_data[:, 1], \n",
    "            c=data['品类'], # 设置颜色\n",
    "            cmap='rainbow', # 设置颜色映射\n",
    "            edgecolor='k',  # 设置数据点边界颜色\n",
    "            s=75 # 设置点的大小\n",
    "            )\n",
    "\n",
    "# 为每个数据点添加注释，用商品名标记每个点\n",
    "offset = 0.02 # 我增加了一个偏移量，使得标签离数据点有一些距离\n",
    "for i, name in enumerate(data['商品']):\n",
    "    plt.annotate(name, (reduced_data[i, 0] + offset, \n",
    "                        reduced_data[i, 1] + offset), \n",
    "                        fontsize=9, alpha=0.7)\n",
    "\n",
    "# 设置图的标题和x、y轴的标签\n",
    "plt.title('商品数据的PCA降维')\n",
    "plt.xlabel('主成分 1')\n",
    "plt.ylabel('主成分 2')\n",
    "\n",
    "# 去掉网格\n",
    "plt.grid(False)\n",
    "\n",
    "# 显示图形\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "29ffa3dc",
   "metadata": {},
   "outputs": [],
   "source": []
  }
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